chsiang426 / ML-2021-notes

臺灣大學 (NTU) 李宏毅教授「機器學習 (Machine Learning) 2021 Spring 」課程筆記

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臺灣大學李宏毅教授「機器學習 2021 Spring」課程筆記此筆記內容為臺灣大學李宏毅教授 2021 Spring 的機器學習 (Machine Learning) 課程 (YouTube) 筆記中的圖片皆擷取自老師的上課簡報，來自於老師的課程網站 • Dcard 研究所版分享文 • Dcard 軟體工程師版分享文行有餘力的話，可以幫我點個星星 ⭐，非常感謝 🙂 --- 💡 Reminds **1.** 提供 Notion、Website 兩種線上筆記資源，以及 PDF 可供下載。 **2.** 筆記內容皆照著老師的上課內容消化理解製作，若有理解錯誤，請不吝指正。 **3.** 筆記有幾個小部分不完整（老師有講但我沒有寫下來），還請見諒。 --- 📖 Notes 以章節劃分 # Topic Note Link Video 01 機器學習基本概念簡介 Notion / Website / PDF video 1 , video 2 02 DeepLearning 1. General Guidance 2. 類神經網路優化技巧 3. Loss of Classification • Notion / Website / PDF • Notion / Website / PDF • Notion / Website / PDF video 1 , video 2 , video 3 , video 4 , video 5 , video 6 03 CNN （卷積神經網路） Notion / Website / PDF video 04 Self-attention Notion / Website / PDF video 1 , video 2 05 Transformer Notion / Website / PDF video 1 , video 2 06 Generative Adversarial Network （GAN） Notion / Website / PDF video 1 , video 2 , video 3 , video 4 07 Self-Supervised Learning （BERT） Notion / Website / PDF video 1 , video 2 , video 3 , video 4 08 Auto-encoder Notion / Website / PDF video 1 , video 2 09 Adversarial Attack Notion / Website / PDF video 1 , video 2 10 Explainable ML Notion / Website / PDF video 1 , video 2 11 Domain Adaptation Notion / Website / PDF video 12 Reinforcement Learning （強化學習） Notion / Website / PDF video 1 , video 2 , video 3 , video 4 , video 5 13 Life Long Learning （終身學習） Notion / Website / PDF video 1 , video 2 14 Network Compression Notion / Website / PDF video 1 , video 2 15 Meta Learning （元學習） Notion / Website / PDF video 1 , video 2 ⭐️ Star History